李海洋｜广州大学｜学者主页

2026

Robust collision prediction neural network based on η-form perceptron against visual variability

Yi Zheng, Hao Chen, Yusi Wang, Haiyang Li, Jigen Peng

Expert Systems with Applications

DOI

2026

Graph Regularization for High Order Neural Networks: Boundedness, Convergence, and Enhanced Performance With Entropy Error Function [Research Frontier]

Qinwei Fan, Qianru Huang, Jacek M. Żurada, Jigen Peng, Haiyang Li

IEEE Computational Intelligence Magazine

DOI

2026

Entropy-Guided Adaptive Window Attention for Lightweight Remote Sensing Change Detection

Jing Wang, Haiyang Li, Shuguang Wu, Guigen Nie, Yukui Yu, Z. Fan

IEEE Geoscience and Remote Sensing Letters

DOI

2026

DE-optimized EKF for bridge deformation monitoring using GNSS and accelerometers

Jing Wang, Haiyang Li, Shuguang Wu, Yawei Wang, Guigen Nie

Measurement science and technology

DOI

2025

Tensor band restricted thresholding algorithms for affine tensor rank minimization

Guangrong Wu, Haiyang Li, Fujun Zhao, Hao Chen, Jigen Peng

Pattern Recognition

DOI

2025

Joint noise detection and L 2 , p -norm metric in least squares twin SVM for robust multiclass classification

Chao Yuan, Xinying Xu, Farshad Arvin, Huiyu Mu, Haiyang Li, Jigen Peng

Neural Networks

DOI

2025

Improving collision perception via estimation of deviation from the looming course

Yi Zheng, Hao Chen, Yusi Wang, Haiyang Li, Jigen Peng

Applied Soft Computing

DOI

2025

Solving sparse multi-objective optimization problems via dynamic adaptive grouping and reward-penalty sparse strategies

Zhenxing Yu, Qinwei Fan, Jacek M. Żurada, Jigen Peng, Haiyang Li, Jian Wang

Swarm and Evolutionary Computation

DOI

2025

GNSS time series analysis of the crustal movement network of China: Detecting the optimal order of the polynomial term and its effect on the deterministic model

Shu-Guang Wu, Hua Ouyang, Houpu Li, Zhao Li, Haiyang Li, Yue-Fan He

Geodesy and Geodynamics

DOI

2025

Transforming Structural Health Monitoring: Leveraging Multisource Data Fusion With Two-Stage Encoder Transformer for Bridge Deformation Prediction

Haiyang Li, Jing Wang, Shu-Guang Wu, Yehemin Gao, Yawei Wang, Guigen Nie

IEEE Transactions on Instrumentation and Measurement

DOI

2025

Deformation prediction Modeling for Levee Structures Based on Environmental Loads Using SARIMAX and LSTM

Haiyang Li, Jing Wang, Shuguang Wu, Yawei Wang, Yehemin Gao, Guigen Nie

Advances in Space Research

DOI

2024

Robust least squares twin bounded support vector machine with a generalized correntropy-induced metric

Chao Yuan, Changsheng Zhou, Honghao Pan, Farshad Arvin, Jigen Peng, Haiyang Li

Information Sciences

DOI

2024

Convergence Analysis of Regularized Elman Neural Networks Under Relaxed Conditions

Qinwei Fan, Li Zhou, Jacek M. Zurada, Jigen Peng, Haiyang Li, Jian Wang, Dakun Yang

IEEE Transactions on Systems Man and Cybernetics Systems

DOI

2024

Rigid propagation of visual motion in the insect’s neural system

Hao Chen, Boquan Fan, Haiyang Li, Jigen Peng

Neural Networks

DOI

2024

Improving the Performance of an Insect-Inspired Navigation Model Using Directional Selective Collision Detection

Luyu Feng, Xuelong Sun, Qinbing Fu, Jigen Peng, Haiyang Li

DOI

2024

A novel shrinkage operator for tensor completion with low-tubal-rank approximation

Guangrong Wu, Haiyang Li, Yuchao Tang, Wenli Huang, Jigen Peng

Digital Signal Processing

DOI

2024

Smooth hard shrinkage operator for tensor completion based on self-adaptive transforms

Guangrong Wu, Haiyang Li, Yi Zheng, Jigen Peng

Signal Processing

DOI

2024

SLoN: a spiking looming perception network exploiting neural encoding and processing in ON/OFF channels

Zhifeng Dai, Qinbing Fu, Jigen Peng, Haiyang Li

Frontiers in Neuroscience

DOI

2024

Editorial: Swarm neuro-robots with the bio-inspired environmental perception

Cheng Hu, Farshad Arvin, Nicola Bellotto, Shigang Yue, Haiyang Li

Frontiers in Neurorobotics

DOI

2024

Enhanced Flood Monitoring in the Pearl River Basin via GAIN-Reconstructed GRACE Terrestrial Water Storage Anomalies

Jing Wang, Haiyang Li, Shuguang Wu, Guigen Nie, Yawei Wang

Remote Sensing

DOI

2024

A novel method for anomaly detection and correction of GNSS time series

Haiyang Li, Yi-Lin Xie, Xiao-Lin Meng, Shuguang Wu, Jianping Xu, Xiang Wang

Measurement science and technology

DOI

2023

A fractional-order visual neural network for collision sensing in noisy and dynamic scenes

Yusi Wang, Haiyang Li, Yi Zheng, Jigen Peng

Applied Soft Computing

DOI

2023

Enhancing LGMD-based model for collision prediction via binocular structure

Yi Zheng, Yusi Wang, Guangrong Wu, Haiyang Li, Jigen Peng

Frontiers in Neuroscience

DOI

2023

A look into feedback neural computation upon collision selectivity

Zefang Chang, Qinbing Fu, Hao Chen, Haiyang Li, Jigen Peng

Neural Networks

DOI

2023

On the Ensemble of Collision Perception Neuron Models Towards Ultra-Selectivity

Jiatao Li, Xuelong Sun, Haiyang Li, Jigen Peng, Qinbing Fu

DOI

2023

Boosting Collision Perception Against Noisy Signals with a Probabilistic Neural Network

Jialan Hong, Qinbing Fu, Xuelong Sun, Haiyang Li, Jigen Peng

DOI

2023

A fractional-order visual neural model for small target motion detection

Mingshuo Xu, Hongxin Wang, Hao Chen, Haiyang Li, Jigen Peng

Neurocomputing

DOI

2023

A directionally selective collision-sensing visual neural network based on fractional-order differential operator

Yusi Wang, Haiyang Li, Yi Zheng, Jigen Peng

Frontiers in Neurorobotics

DOI

2023

Implicit viscosity iterative algorithm for nonexpansive mapping on Hadamard manifolds

Huimin He, Jigen Peng, Haiyang Li

Fixed Point Theory

DOI

2022

基于非凸复合函数的稀疏信号恢复算法

周洁容，李海洋，凌军，陈浩，彭济根

《自动化学报》

DOI

2022

A fast inertial primal–dual algorithm to composite optimization models with application to image restoration problems

Meng Wen, Yongqiang Zhang, Haiyang Li, Yuchao Tang, Jigen Peng

Journal of Computational and Applied Mathematics

DOI

2022

Relaxed Variable Metric Primal-Dual Fixed-Point Algorithm with Applications

Wenli Huang, Yuchao Tang, Meng Wen, Haiyang Li

Mathematics

DOI

2022

A Non-Convex Compressed Sensing Model Improving the Energy Efficiency of WSNs for Abnormal Events’ Monitoring

Yilin Huang, Haiyang Li, Jigen Peng

Sensors

DOI

2022

Dynamic Signal Suppression Increases the Fidelity of Looming Perception Against Input Variability

Zhiqiang Li, Qinbing Fu, Haiyang Li, Shigang Yue, Jigen Peng

2022 International Joint Conference on Neural Networks (IJCNN)

DOI

2022

Sparse signal recovery via generalized gaussian function

Haiyang Li, Qian Zhang, Shoujin Lin, Jigen Peng

Journal of Global Optimization

DOI

2022

Subspace Segmentation by Low Rank Representation via the Sparse-Prompting Quasi-Rank Function

Haiyang Li, Yusi Wang, Qian Zhang, Zhiwei Xing, Shoujin Lin, Jigen Peng

IEEE Access

DOI

2021

Comparative Analysis of The Correction Effect of Different Environmental Loading Products On Global GNSS Coordinate Time Series

Yue-Fan He, Guigen Nie, Shuguang Wu, Haiyang Li

Advances in Space Research

DOI

2021

A novel partial ambiguity method for multi-GNSS real-time kinematic positioning

Haiyang Li, Guigen Nie, Jing Wang, Shuguang Wu, Yue-Fan He

Journal of navigation

DOI

2021

Landslide Deformation Prediction Based on a GNSS Time Series Analysis and Recurrent Neural Network Model

Jing Wang, Guigen Nie, Sheng-Jun Gao, Shuguang Wu, Haiyang Li, Xiaobin Ren

Remote Sensing

DOI

2021

Sequential Ambiguity Resolution Method for Poorly-Observed GNSS Data

Haiyang Li, Guigen Nie, Shuguang Wu, Yue-Fan He

Remote Sensing

DOI

2021

Analysis and Discussion on the Optimal Noise Model of Global GNSS Long-Term Coordinate Series Considering Hydrological Loading

Yue-Fan He, Guigen Nie, Shuguang Wu, Haiyang Li

Remote Sensing

DOI

2020

基于分式函数约束的稀疏子空间聚类方法

王雨思，路德杨，李海洋

《计算机工程与应用》

2020

Convergence of a Gradient-Based Learning Algorithm With Penalty for Ridge Polynomial Neural Networks

Qinwei Fan, Jigen Peng, Haiyang Li, Shoujin Lin

IEEE Access

DOI

2020

Comparative Analysis of the Effect of the Loading Series from GFZ and EOST on Long-Term GPS Height Time Series

Shuguang Wu, Guigen Nie, Xiao-Lin Meng, Jing-Nan Liu, Yue-Fan He, Changhu Xue, Haiyang Li

Remote Sensing

DOI

2020

Application of an annual phase-augmented clustering approach to annual detection of vertical GPS station deformation

Shuguang Wu, Guigen Nie, Xiao-Lin Meng, Jing-Nan Liu, Changhu Xue, Haiyang Li, Yue-Fan He

GPS Solutions

DOI

2019

基于一种非凸罚函数的稀疏主成分分析方法

余嘉月，张倩，李海洋

《河南科学》

2019

Minimization of Fraction Function Penalty in Compressed Sensing

Haiyang Li, Qian Zhang, Angang Cui, Jigen Peng

IEEE Transactions on Neural Networks and Learning Systems

DOI

2019

Analysis of deterministic and stochastic models of GPS stations in the crustal movement observation network of China

Shuguang Wu, Guigen Nie, Jing-Nan Liu, Changhu Xue, Jing Wang, Haiyang Li, Fengyou Peng

Advances in Space Research

DOI

2019

Constrained MLAMBDA Method for Multi-GNSS Structural Health Monitoring

Haiyang Li, Guigen Nie, De-Zhong Chen, Shuguang Wu, Kezhi Wang

Italian National Conference on Sensors

DOI

2018

Sparse non‐negative signal reconstruction using fraction function penalty

Angang Cui, Jigen Peng, Haiyang Li, Meng Wen

IET Signal Processing

DOI

2018

Iterative thresholding algorithm based on non-convex method for modified lp -norm regularization minimization

Angang Cui, Jigen Peng, Haiyang Li, Meng Wen, Junxiong Jia

Journal of Computational and Applied Mathematics

DOI

2018

Data assimilation with an improved particle filter and its application in the TRIGRS landslide model

Changhu Xue, Guigen Nie, Haiyang Li, Jing Wang

Natural Hazards and Earth System Sciences

DOI

2017

基于TL1范数的改进K-SVD字典学习算法

袁超，李海洋

《计算机与数字工程》

2017

稀疏信息处理中的迭代分式阈值算法

张倩，李海洋

《山东大学学报(理学版)》

2017

Characteristics of Coordinate Time Series of Shenzhen Continuously Operating Reference Stations

Shuguang Wu, Guigen Nie, Haiyang Li

DOI

2016

基于TL1罚的稀疏主成分分析

任佳佳，李海洋，张倩

《纺织高校基础科学学报》

Enhanced Landslide Detection from Remote Sensing Imagery Using an Attention-Optimized UNet-CBAM

Haiyang Li, Jing Wang, Shuguang Wu, Yawei Wang, Yehemin Gao, Guigen Nie

精选作品

期刊论文

Robust collision prediction neural network based on η-form perceptron against visual variability

Graph Regularization for High Order Neural Networks: Boundedness, Convergence, and Enhanced Performance With Entropy Error Function [Research Frontier]

Entropy-Guided Adaptive Window Attention for Lightweight Remote Sensing Change Detection

DE-optimized EKF for bridge deformation monitoring using GNSS and accelerometers

Tensor band restricted thresholding algorithms for affine tensor rank minimization

Joint noise detection and L 2 , p -norm metric in least squares twin SVM for robust multiclass classification

Improving collision perception via estimation of deviation from the looming course

Solving sparse multi-objective optimization problems via dynamic adaptive grouping and reward-penalty sparse strategies

GNSS time series analysis of the crustal movement network of China: Detecting the optimal order of the polynomial term and its effect on the deterministic model

Transforming Structural Health Monitoring: Leveraging Multisource Data Fusion With Two-Stage Encoder Transformer for Bridge Deformation Prediction

Deformation prediction Modeling for Levee Structures Based on Environmental Loads Using SARIMAX and LSTM

Robust least squares twin bounded support vector machine with a generalized correntropy-induced metric

Convergence Analysis of Regularized Elman Neural Networks Under Relaxed Conditions

Rigid propagation of visual motion in the insect’s neural system

Improving the Performance of an Insect-Inspired Navigation Model Using Directional Selective Collision Detection

A novel shrinkage operator for tensor completion with low-tubal-rank approximation

Smooth hard shrinkage operator for tensor completion based on self-adaptive transforms

SLoN: a spiking looming perception network exploiting neural encoding and processing in ON/OFF channels

Editorial: Swarm neuro-robots with the bio-inspired environmental perception

Enhanced Flood Monitoring in the Pearl River Basin via GAIN-Reconstructed GRACE Terrestrial Water Storage Anomalies

A novel method for anomaly detection and correction of GNSS time series

A fractional-order visual neural network for collision sensing in noisy and dynamic scenes

Enhancing LGMD-based model for collision prediction via binocular structure

A look into feedback neural computation upon collision selectivity

On the Ensemble of Collision Perception Neuron Models Towards Ultra-Selectivity

Boosting Collision Perception Against Noisy Signals with a Probabilistic Neural Network

A fractional-order visual neural model for small target motion detection

A directionally selective collision-sensing visual neural network based on fractional-order differential operator

Implicit viscosity iterative algorithm for nonexpansive mapping on Hadamard manifolds

基于非凸复合函数的稀疏信号恢复算法

A fast inertial primal–dual algorithm to composite optimization models with application to image restoration problems

Relaxed Variable Metric Primal-Dual Fixed-Point Algorithm with Applications

A Non-Convex Compressed Sensing Model Improving the Energy Efficiency of WSNs for Abnormal Events’ Monitoring

Dynamic Signal Suppression Increases the Fidelity of Looming Perception Against Input Variability

Sparse signal recovery via generalized gaussian function

Subspace Segmentation by Low Rank Representation via the Sparse-Prompting Quasi-Rank Function

Comparative Analysis of The Correction Effect of Different Environmental Loading Products On Global GNSS Coordinate Time Series

A novel partial ambiguity method for multi-GNSS real-time kinematic positioning

Landslide Deformation Prediction Based on a GNSS Time Series Analysis and Recurrent Neural Network Model

Sequential Ambiguity Resolution Method for Poorly-Observed GNSS Data

Analysis and Discussion on the Optimal Noise Model of Global GNSS Long-Term Coordinate Series Considering Hydrological Loading

基于分式函数约束的稀疏子空间聚类方法

Convergence of a Gradient-Based Learning Algorithm With Penalty for Ridge Polynomial Neural Networks

Comparative Analysis of the Effect of the Loading Series from GFZ and EOST on Long-Term GPS Height Time Series

Application of an annual phase-augmented clustering approach to annual detection of vertical GPS station deformation

基于一种非凸罚函数的稀疏主成分分析方法

Minimization of Fraction Function Penalty in Compressed Sensing

Analysis of deterministic and stochastic models of GPS stations in the crustal movement observation network of China

Constrained MLAMBDA Method for Multi-GNSS Structural Health Monitoring

Sparse non‐negative signal reconstruction using fraction function penalty

Iterative thresholding algorithm based on non-convex method for modified lp -norm regularization minimization

Data assimilation with an improved particle filter and its application in the TRIGRS landslide model

基于TL1范数的改进K-SVD字典学习算法

稀疏信息处理中的迭代分式阈值算法

Characteristics of Coordinate Time Series of Shenzhen Continuously Operating Reference Stations

基于TL1罚的稀疏主成分分析

Enhanced Landslide Detection from Remote Sensing Imagery Using an Attention-Optimized UNet-CBAM

预印本

Adaptive iterative singular value thresholding algorithm to low-rank matrix recovery

研究方向